Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
7 high-impact attribute differences


The winning creative has significantly less visual clutter (0.124 vs 0.341). This attribute correlates with higher engagement in the travel cohort, as the winner achieved a 0.0068 CTR compared to the source’s 0.0049. Simplifying the image will likely improve performance.
Confidence 95% · generated from attribute deltas.